结直肠癌中聚合单细胞查定义了与瘤基因相关的转录模块
Viola Hollek1,2, Francisca Böhning1,2,3, Catalina Florez Vargas1
1Charité Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Pathology, Charitéplatz 1, Berlin, 10117, Germany.
Molecular systems biology
|January 19, 2026
概括
研究人员确定了结直肠癌 (CRC) 细胞中的十个关键基因活性模式. 这些模式可以预测患者的风险并改善生存预测,为精确瘤学提供了一种新方法.
科学领域:
- 分子生物学分子生物学
- 基因组学就是基因组学.
- 癌症研究 癌症研究
背景情况:
- 瘤突变驱动结直肠癌 (CRC),但它们对基因活性的全部影响尚不清楚.
- 单个突变在CRC中具有有限的预后价值.
- 了解基因表达变化对于CRC治疗至关重要.
研究的目的:
- 调查瘤突变对结直肠癌 (CRC) 转录性表型的影响.
- 为了识别由瘤基因驱动的保存的基因活性模块.
- 开发一个基于模块的系统来分层CRC患者和预测结果.
主要方法:
- 聚合了超过10万个CRC细胞的单细胞转录组选.
- 使用了一个全面的条形码图书馆的致癌变体.
- 采用基于自编码器的可解释因子模型来识别转录模块.
主要成果:
- 确定了与核心癌症表型相关的十个保存的瘤基因驱动的转录模块 (TMOs).
- 由瘤基因路径相互作用和背景遗传学影响的经过证明的上下文依赖的TMO参与.
- 在患者瘤中展示了TMO活性,用于将CRC队列分为高风险和低风险组.
结论:
- 在CRC中建立了瘤原体信号,转录状态和临床结果之间的系统联系.
- 在精密瘤学中开发了一个基于模块的患者分层的功能框架.
- 在CRC中改善了超出现有分类系统的无复发生存预测.
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